MindMap Gallery Radar Algorithm Engineer Learning Roadmap
Required mathematical knowledge, signal processing knowledge, radar processing knowledge and embedded C language knowledge
Edited at 2020-05-17 10:52:48One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
Project management is the process of applying specialized knowledge, skills, tools, and methods to project activities so that the project can achieve or exceed the set needs and expectations within the constraints of limited resources. This diagram provides a comprehensive overview of the 8 components of the project management process and can be used as a generic template for direct application.
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
Project management is the process of applying specialized knowledge, skills, tools, and methods to project activities so that the project can achieve or exceed the set needs and expectations within the constraints of limited resources. This diagram provides a comprehensive overview of the 8 components of the project management process and can be used as a generic template for direct application.
Radar algorithm engineer
math
Calculus, linear algebra, probability theory (cerebellar response)
matrix theory
stochastic process
Convex optimization
A prerequisite course for modern signal processing
signal processing
Signals and Systems
digital signal processing
DTFT,DFT
FFT
digital filter
modern digital signal processing (National University of Science and Technology, Zhang Hao)
1950~1980, traditional classical method (Linear, Gaussian, Stationary, Orthogonal)
statistical signal processing
linear estimate
prediction correction
Orthogonalization
Orthogonalization
recursive linear prediction
Recursion
Kalman filter
Equation of state
Regularization
Regularization
signal processing ideas
kernel
adaptive thinking
adaptive filtering
least squares
Spectrum Analysis
Parametric methods
filter bank
1980~present (non-linear, non-Gaussian, non-stationary, non-orthogonal)
ESPRIT
coherent signal
MIMO concept (Lincoln Laboratory, 2003) Multiple-input multiple-output (MIMO) radar and imaging: Degrees of freedom and resolution[C]
2006 Bekkerman Target detection and localization using MIMO radars and sonars[J]
"MIMO Radar Signal Processing" in 2009
time frequency analysis
Wavelet transform
non-orthogonal
frame
sparse representation
greedy algorithm
Bayesian signal processing
Mentecaro
Bayesian network
Array signal processing
spatial filtering
spatial spectrum estimation
Parameter Estimation
Direction of Arrival Estimation (DoA)
traditional law
Delay
Conventional Beam Forming (CBF)
Capon's minimum variance method
subspace method
Multiple Signal Classification (MUSIC)
Rotation invariant subspace method (ESPRIT)
maximum likelihood method
comprehensive approach
Radar signal processing algorithm
CFAR algorithm
Peak detection
DoA estimate
DBF
Tx end, hardware implementation
Rx side, software implementation
TDM-MIMO
speed deblurring
Phase compensation
Radar data processing algorithm
Association method
GNN
PDAs
JPDA
MHT
Tracking method
Kalman filter
Extended Kalman
particle filter
Embedded system principles and applications
Classification
MCU principles and applications
DSP principles and applications
ARM principles and applications
software development
Hardware development
Embedded C language
Multi-sensor fusion
Millimeter wave radar and camera
Fusion algorithm
tool
MATLAB/Simulink
Visual Studio
CCS
References
Principles of Radar (Wei Qing)
"Principles of Radar (Ding Lufei)"
"Modern Radar System Analysis and Design (Chen Boxiao)"
"Fundamentals of Radar Signal Processing (Second Edition)"
TI official website information